Build with Attitude #5: How to product-think when AI builds at lightning speed
Published: 2026-03-05 | By Karo Zieminski
The typical vibe-coded tool starts with a business idea. This one started with rage. A professor on Reddit had built an elaborate trap for students: fake citations, trick questions, prompt injection. The post radiated smugness. The comments cheered. And somewhere in the thread, the quiet part went unsaid: this person spent more time on surveillance than on teaching. read that post and felt an urge to fix this. > *We’re educators, not cops.
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- Canonical URL: https://karozieminski.substack.com/p/integrity-debt-audit-ai-education-tool-vibe-coded
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- Keywords: AI, Education, Vibecoding, Critical AI Literacy, Product Thinking, Streamlit, Claude
- Publication: Product with Attitude
- Author: Karo Zieminski